Asher Egerton-Idehen
Author directory2026
SentinelQA: Task-Level Routing and Output Verification for Multilingual Instruction Following
Asher Egerton-Idehen
Proceedings of the Eleventh Conference on Machine Translation
Asher Egerton-Idehen
Proceedings of the Eleventh Conference on Machine Translation
This submission presents Team Sentinel’s approach to the WMT26 MIST shared task on multilingual instruction following. Built on Gemma-3-4B-IT, the system allocates its parameter budget across base and fine-tuned models, using a fixed task-level lookup to select between them. A verification layer checks output language, length constraints, repetition, and chat-template artefacts, with retries and repairs to improve output compliance.